{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,19]],"date-time":"2025-03-19T10:37:41Z","timestamp":1742380661791},"reference-count":25,"publisher":"World Scientific Pub Co Pte Lt","issue":"04","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Soft. Eng. Knowl. Eng."],"published-print":{"date-parts":[[2003,8]]},"abstract":"<jats:p> Estimating software fault-proneness early, i.e., predicting the probability of software modules to be faulty, can help in reducing costs and increasing effectiveness of software analysis and testing. The many available static metrics provide important information, but none of them can be deterministically related to software fault-proneness. Fault-proneness models seem to be an interesting alternative, but the work on these is still biased by lack of experimental validation. <\/jats:p><jats:p> This paper discusses barriers and problems in using software fault-proneness in industrial environments, proposes a method for building software fault-proneness models based on logistic regression and cross-validation that meets industrial needs, and provides some experimental evidence of the validity of the proposed approach. <\/jats:p>","DOI":"10.1142\/s0218194003001366","type":"journal-article","created":{"date-parts":[[2003,9,8]],"date-time":"2003-09-08T09:56:09Z","timestamp":1063014969000},"page":"395-417","source":"Crossref","is-referenced-by-count":14,"title":["Towards Industrially Relevant Fault-Proneness Models"],"prefix":"10.1142","volume":"13","author":[{"given":"Giovanni","family":"Denaro","sequence":"first","affiliation":[{"name":"Universit\u00e0 degli Studi di Milano-Bicocca,  via Bicocca degli Arcimboldi 8, Milano, I-20126, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Mauro","family":"Pezz\u00e8","sequence":"additional","affiliation":[{"name":"Universit\u00e0 degli Studi di Milano-Bicocca,  via Bicocca degli Arcimboldi 8, Milano, I-20126, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sandro","family":"Morasca","sequence":"additional","affiliation":[{"name":"Universit\u00e0 degli Studi dell'Insubria,  via Valleggio 11, Como, I-22100, Italy"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2011,11,21]]},"reference":[{"key":"rf1","first-page":"664","volume":"9","author":"Basili V.","journal-title":"IEEE Trans. on Software Engieering"},{"key":"rf2","doi-asserted-by":"publisher","DOI":"10.1109\/32.177363"},{"key":"rf3","doi-asserted-by":"publisher","DOI":"10.1109\/32.815329"},{"key":"rf6","doi-asserted-by":"publisher","DOI":"10.1109\/32.815326"},{"key":"rf7","doi-asserted-by":"publisher","DOI":"10.1109\/32.879815"},{"key":"rf9","doi-asserted-by":"publisher","DOI":"10.1109\/32.106988"},{"key":"rf10","volume-title":"Elements of Software Science","author":"Halstead M.","year":"1977"},{"key":"rf11","volume-title":"Applied Logistic Regression","author":"Hosmer D.","year":"1989"},{"key":"rf13","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4757-1904-8"},{"key":"rf14","doi-asserted-by":"publisher","DOI":"10.1109\/2.666844"},{"key":"rf15","doi-asserted-by":"publisher","DOI":"10.1109\/52.476287"},{"key":"rf17","doi-asserted-by":"publisher","DOI":"10.1109\/49.272878"},{"key":"rf20","doi-asserted-by":"publisher","DOI":"10.1109\/TSE.1987.233475"},{"key":"rf21","first-page":"308","volume":"2","author":"McCabe T.","journal-title":"IEEE Trans. on Software Engineering"},{"key":"rf22","doi-asserted-by":"publisher","DOI":"10.1007\/978-1-4899-3242-6"},{"key":"rf24","doi-asserted-by":"publisher","DOI":"10.1016\/S0164-1212(00)00014-5"},{"key":"rf25","doi-asserted-by":"publisher","DOI":"10.1109\/32.135775"},{"key":"rf26","doi-asserted-by":"publisher","DOI":"10.1109\/32.553637"},{"key":"rf27","doi-asserted-by":"publisher","DOI":"10.1109\/24.556576"},{"key":"rf28","doi-asserted-by":"publisher","DOI":"10.1109\/52.50773"},{"key":"rf29","first-page":"81","volume":"1","author":"Quinlan J.","journal-title":"Machine Learning"},{"key":"rf30","doi-asserted-by":"publisher","DOI":"10.1109\/32.67595"},{"key":"rf31","doi-asserted-by":"publisher","DOI":"10.1109\/32.9061"},{"key":"rf32","volume-title":"Data Mining: Practical Machine Learning Tools and Tecniques with Java Implementations","author":"Witten I.","year":"2000"},{"key":"rf33","first-page":"45","volume":"5","author":"Woodward M.","journal-title":"IEEE Transactions on Software Engineering"}],"container-title":["International Journal of Software Engineering and Knowledge Engineering"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0218194003001366","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,8,7]],"date-time":"2019-08-07T01:47:39Z","timestamp":1565142459000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/abs\/10.1142\/S0218194003001366"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2003,8]]},"references-count":25,"journal-issue":{"issue":"04","published-online":{"date-parts":[[2011,11,21]]},"published-print":{"date-parts":[[2003,8]]}},"alternative-id":["10.1142\/S0218194003001366"],"URL":"https:\/\/doi.org\/10.1142\/s0218194003001366","relation":{},"ISSN":["0218-1940","1793-6403"],"issn-type":[{"value":"0218-1940","type":"print"},{"value":"1793-6403","type":"electronic"}],"subject":[],"published":{"date-parts":[[2003,8]]}}}